{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Working-with-Multidimensional-Coordinates\" data-toc-modified-id=\"Working-with-Multidimensional-Coordinates-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Working with Multidimensional Coordinates</a></span><ul class=\"toc-item\"><li><span><a href=\"#Plotting\" data-toc-modified-id=\"Plotting-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Plotting</a></span></li><li><span><a href=\"#Multidimensional-Groupby\" data-toc-modified-id=\"Multidimensional-Groupby-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Multidimensional Groupby</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working with Multidimensional Coordinates\n",
    "\n",
    "Author: [Ryan Abernathey](https://github.com/rabernat)\n",
    "\n",
    "Many datasets have _physical coordinates_ which differ from their _logical coordinates_. Xarray provides several ways to plot and analyze such datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-28T20:49:56.068395Z",
     "start_time": "2018-11-28T20:49:56.035349Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numpy version  :  1.14.3\n",
      "pandas version :  0.23.4\n",
      "xarray version   :  0.11.0+9.g22a5763e\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import cartopy.crs as ccrs\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "print(\"numpy version  : \", np.__version__)\n",
    "print(\"pandas version : \", pd.__version__)\n",
    "print(\"xarray version   : \", xr.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an example, consider this dataset from the [xarray-data](https://github.com/pydata/xarray-data) repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-28T20:50:13.629720Z",
     "start_time": "2018-11-28T20:50:13.484542Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 36, x: 275, y: 205)\n",
       "Coordinates:\n",
       "  * time     (time) object 1980-09-16 12:00:00 ... 1983-08-17 00:00:00\n",
       "    xc       (y, x) float64 189.2 189.4 189.6 189.7 ... 17.65 17.4 17.15 16.91\n",
       "    yc       (y, x) float64 16.53 16.78 17.02 17.27 ... 28.26 28.01 27.76 27.51\n",
       "Dimensions without coordinates: x, y\n",
       "Data variables:\n",
       "    Tair     (time, y, x) float64 nan nan nan nan nan ... 29.8 28.66 28.19 28.21\n",
       "Attributes:\n",
       "    title:                     /workspace/jhamman/processed/R1002RBRxaaa01a/l...\n",
       "    institution:               U.W.\n",
       "    source:                    RACM R1002RBRxaaa01a\n",
       "    output_frequency:          daily\n",
       "    output_mode:               averaged\n",
       "    convention:                CF-1.4\n",
       "    references:                Based on the initial model of Liang et al., 19...\n",
       "    comment:                   Output from the Variable Infiltration Capacity...\n",
       "    nco_openmp_thread_number:  1\n",
       "    NCO:                       \"4.6.0\"\n",
       "    history:                   Tue Dec 27 14:15:22 2016: ncatted -a dimension..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = xr.tutorial.open_dataset('rasm').load()\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, the _logical coordinates_ are `x` and `y`, while the _physical coordinates_ are `xc` and `yc`, which represent the latitudes and longitude of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-28T20:50:15.836061Z",
     "start_time": "2018-11-28T20:50:15.768376Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OrderedDict([('long_name', 'longitude of grid cell center'), ('units', 'degrees_east'), ('bounds', 'xv')])\n",
      "OrderedDict([('long_name', 'latitude of grid cell center'), ('units', 'degrees_north'), ('bounds', 'yv')])\n"
     ]
    }
   ],
   "source": [
    "print(ds.xc.attrs)\n",
    "print(ds.yc.attrs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting ##\n",
    "\n",
    "Let's examine these coordinate variables by plotting them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-28T20:50:17.928556Z",
     "start_time": "2018-11-28T20:50:17.031211Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7f61275147f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1680x480 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(14,4))\n",
    "ds.xc.plot(ax=ax1)\n",
    "ds.yc.plot(ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the variables `xc` (longitude) and `yc` (latitude) are two-dimensional scalar fields.\n",
    "\n",
    "If we try to plot the data variable `Tair`, by default we get the logical coordinates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-28T20:50:20.567749Z",
     "start_time": "2018-11-28T20:50:19.999393Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7f61243c2710>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x600 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.Tair[0].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to visualize the data on a conventional latitude-longitude grid, we can take advantage of xarray's ability to apply [cartopy](http://scitools.org.uk/cartopy/index.html) map projections."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-28T20:50:31.131708Z",
     "start_time": "2018-11-28T20:50:30.444697Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1680x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "ax = plt.axes(projection=ccrs.PlateCarree())\n",
    "ax.set_global()\n",
    "ds.Tair[0].plot.pcolormesh(ax=ax, transform=ccrs.PlateCarree(), x='xc', y='yc', add_colorbar=False)\n",
    "ax.coastlines()\n",
    "ax.set_ylim([0,90]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multidimensional Groupby ##\n",
    "\n",
    "The above example allowed us to visualize the data on a regular latitude-longitude grid. But what if we want to do a calculation that involves grouping over one of these physical coordinates (rather than the logical coordinates), for example, calculating the mean temperature at each latitude. This can be achieved using xarray's `groupby` function, which accepts multidimensional variables. By default, `groupby` will use every unique value in the variable, which is probably not what we want. Instead, we can use the `groupby_bins` function to specify the output coordinates of the group. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-28T20:50:43.670463Z",
     "start_time": "2018-11-28T20:50:43.245501Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f611cd2a940>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y4mXzeyfJipBkxaeAM4D7gDeUefrTLoQ3vXXeuQttS5IkTWomORpqZZ5eBOwPrEo1orPMWM8mWbEgVWGBLwC/AzYt8/TmLsX1B+BWYKfWhqaSJEnqEJMcDb0yT78NfIJqT5siyYrFRz/T2mfnEuD9wGXA5mWe/q3LoU0HlgPe2OV+JEmSJhWTHE0KZZ7+L3AksClwfmtjTwCSrFgR+BnwNuDbwPZlnj7ag7DOb5136UFfkiRJk4ZJjiaTQ4FvAdsCZyRZMSXJirWBX1PtZfM5YL8eVju7CbiTasqa/y1KkiR1iL9YadJo7W9zIFVZ6N2A/+PZjUP3LfP08Lp74LQRz3TgJcBmvepXkiRp2JnkaFIp83QmsCdwBbATsBCQttbtNGFOlTWnrEmSJHWISY4mnTJPZwA7Ap8HXl/m6WUNhnMDUAK7OGVNkiSpM0KMPZud07dCCFOBm4F1Y4y3NB2PJpckK44CPk5Vsvo3TccjSZI06PzmWGqeG4NKkiR1kEmO1LxrgHuopqyFpoORJEkadCY5UsNaVdYuAFYDNmg4HEmSpIFnkiP1B6usSZIkdYhJjtQffgXch1PWJEmSajPJkfpAmaezqaasrQGs23A4kiRJA80kR+ofTlmTJEnqAJMcqX9cBTyISY4kSVItJjlSnyjzdBZwIbBOkhVrNx2PJEnSoDLJkfqLG4NKkiTVZJIj9ZcrgX/hlDVJkqS2meRIfaTM02eAi4H1kqxYo+l4JEmSBpFJjtR/nLImSZJUg0mO1H9+AjyCSY4kSVJbTHKkPlPm6VPAJcDGSVYkDYcjSZI0cAY6yQkhbBdCuD6E8FQI4YEQwikhhKWbjkvqgPNbZ0dzJEmSJmhgk5wQwvZAATwOHApcAOwL/F+TcUkdchnV322rrEmSJE3QwCY5wCHAPcBWMcajY4wHAl8D3hJCsCqVBlqZp08C3wM2TbJipabjkSRJGiSDnOQsBzwSY3xmxLW/tM4LNRCP1Glzqqzt1GgUkiRJA2aQk5zvA+uGEPYBCCEsTjVd7doY461jvRRCWD6EMHXkAazem5ClCfkh8CROWZMkSZqQEGNsOoa2hBAWAc6iWph9DbA4EIG3xhjvncd7nwM+O8btdWOMt3Q4VKltSVZMpxrJeWmZp/c3HY8kSdIgGOSRnGWBtYCfUS3SXgxYk/l/630isO6o4x3dC1OqZToQgHc2HYgkSdKgWLDpAGo4gypJ2zbG+FQI4Qjgu8CxIYRfxBivm9tLMcYHgAdGXgshdD1YqU0F8BRV8v6NhmORJEkaCAM5khNCWBLYCihijE8BxBifBo5sPbJlQ6FJHVXm6WNUa3O2TLJiuabjkSRJGgQDmeQAM4CZwOhS0a9onf/e23Ckrjqf6r/VHZsORJIkaRAM5HS11vS0k4APhBAuBK4EVgIOBO4GLm0wPKnTLgWeoZqydkrDsUiSJPW9QR3JgWoz0COA9YCjgN2AS4AtY4yPNBmY1Ellnj4MXA68OcmKZZqOR5Ikqd8NbJITY3wmxviZGOPLY4wLxxhXiTHuGWMsm45N6oLpVCOvOzQdiCRJUr8b2CRHmmQuAWbhxqCSJEnzNe7NQEMIC1Cte2lbjPEvdd7vlhDCVOBm3AxUfSzJisuoKgcuV+apUzIlSZLGMJHCA8sBJTC+rOj54gT7k/Rc04Gtge2BsxqORZIkqW+1k3QcA9w0wXe2APZuoy9Jz7qIakPQXTDJkSRJGtNEpqutANwHvDXGeNmEOglhP+DkGOOUiYfYfU5X06BIsuKnwGZUU9YeazoeSZKkfjSRkZwZVJsS3t9GP3cBF7TxnqTnmk61Luf4JCv+CizaOl4w4s9jXZvz+Q/A7mWe9uUaOUmSpLrGPZLznxdC2B7YFPh0nMfLIYTjgRtijKfVC7H7HMnRoEiy4iVUXxosMsYjkeoLiRnAkyP+POfzLGBz4F7gbWWeTnTqqSRJUt9rJ8n5HrBkjPGN83nugtZzW9WIrydMcjRIkqxYBViGuScxz5R5Os//qJOs2B04o/X8O8o8vbKrAUuSJPVYO0nOvcBJMcYj5vPc/wM+FmNcoUZ8PWGSo8kmyYo3AxdSTV97b5mn5zYckiRJUse0sxnoi4EHx/HcI8BSbbQvqcvKPL0CeCPwD+CcJCs+2nBIkiRJHdNOkvNPYLVxPLcS8Ggb7UvqgTJPf09Vqe0PwNFJVnw1yYp2fiZIkiT1lXZ+ofkZ8J4QwgvHeiCEsCiwB3Btu4FJ6r5WhbU3AL8ADgHOSrJirKIGkiRJA6GdJOcoYDngshDCK0bfDCGsAxRAAhxXKzpJXVfm6b+AranKvO8O/DDJiiWbjUqSJKl9Ey48ABBC2Bc4iSpJuh74I1VJ2wRYr3X9yzHGT3Us0i6y8IAESVZMAY4FPgDcRFVi+t5mo5IkSZq4tpIcgBDCRsCnqL4BXrx1eQZwFXB0jPFHHYmwB0xypEqSFQH4BHAkcA/w1jJPb202KkmSpIlpO8n5TwMhBKqKawH4Z4xxVicC6yWTHOm5kqzYCzgNeBzYoczTqxoOSZIkadzGvSYnhLBMCOGaEMJrR16PlQdjjA+MleCEEHYIIVxTN1hJvVHm6ZnAdsCCwOVJVuzccEiSJEnjNpHCAwsBGwPtLEheDtiojfckNaTM08uBzYGHgPOSrPhAwyFJkiSNy7inq4UQVgDuA75LVWhgIjYE3h5jnDLB93rC6WrS2JKsWA34IbAm1VqdQ8s8rTfPVZIkqYsWbOOd97TZl78USQOozNO7kqx4PXAJ8EngOuC8ZqOSJEka27inq8UY/x5jXKDG0ZejOJLmr8zTfwA7ArOAvRoOR5IkaZ7a2QxU0iRU5ukDwOXA25KsWLbpeCRJksZikiNpIqZRTXO12pokSepbJjmSJuIiqk1/92g6EEmSpLGY5EgatzJPHwMuBTZPsmLlpuORJEmaG5McSRM1DQjAbk0HIkmSNDe1k5wQwkIhhJ1CCF8OIZwcQli7E4FJ6ls/AB7BKWuSJKlP1UpyQgirADdR7ZnxSWA/YOXWva+EENxLQxoyZZ4+BUwHNkiywi81JElS36k7knMc8FKqb3TXoprCMsffgE1qti+pP01rnd/daBSSJElzUTfJeTNwdIzxXKrpKyPNAJav2b6k/vQz4D5gjyQrwvweliRJ6qW6Sc7s1jE3Cc9PfCQNgTJPZwHnAKsDr2k4HEmSpOeom+RcDnwwhLDBiGuxtVZnb+AnNduX1L/mTFnregGCJCsWT7Ji/W73I0mShkPdJOcTwEzgWqqEJwL/C9xKtSv6YTXbl9S/rgPuBHZPsmJKl/s6B7ghyYp3dbkfSZI0BGolOTHGElgf+DowBXgQeAY4E9gwxnhX3QAl9acyTyPVaM4KwJu61U+SFa8Btm99/E7rsyRJ0pjqlpBeNMb49xjjR2KMU2OMK8YYN44xHhRjvKdTQUrqW2e3zt2csvaZ1nnf1vniJCte1sX+JEnSgKs7Xe33IYTPzP8xScOozNPbqaat7ZxkxaKdbj/Jio2pRnHOK/P028D7gJdQJTqLdbo/SZI0HOomOasC/+hEIJIG1jRgCWC7LrT92db58wBlnp7b+vNGVFPX6v4MkyRJQ6juLwgPAX6bKk1u51IVHenolLUkKzaiGsWZXubpzSNuHQ6cB+zCs0mQJEnSf9RNcu4GPhxCuGKMwxLS0pAr8/Re4Epg+yQrluxg088ZxRnR32yqaWvXAZ9JsmL3DvYpSZKGQN0k5/tUJaRXG+N4ec32JQ2GacAiwDs70VhrFOftVKM4N42+X+bpE8A7gPuAbydZsUkn+pUkScOhbgnpw2OMq83r6FSgkvra+VTl4zs1ZW2uozgjtUaQdmh9vCjJipU61LckSRpwLtqVVFuZpw9RjexulWTFinXaSrJiQ6pRnPPnNoozqt/fAnvzbMW1xev0LUmShkPdfXLeO5/jtZ0KVFLfm0b1M+VdNduZ7yjOSGWe/h/wOWBDrLgmSZKABWu+fzpVVaUwl3sRuALYumYfkgbD94DHqaasHddOA61RnB2AC8o8/f0EXv08sA5VgvU5nt1AVJIkTUJ1v/F8I7B56zz6OAFYu2b78xVCWCCEsHsI4dIQwv0hhGnd7lPS87WKAVwIvDbJitXbbGZOcjKuUZwRfUdgH+C3wKeTrHh3m/1LkqQhULfwwC/HOoDfAct1Jsy5CyEsDfwYOBtYFjgTmN7NPiXN05wvGSacZCRZsQFVxbQLyjz93UTfH1Fx7W9UFdecLitJ0iTVzbnrK1NVW+qms4E3ALvHGF8XY/xEjPGCLvcpaWw/AR4E9kyyYm7TWOdlQmtx5qbM079RTXebTVVxbeV225IkSYOr40lOCGHpEMI7gA9SbdbXFSGEtwHbAkfEGM/tVj+Sxq/M02eA/wPWAtYb73sjRnEubGcUZ1QM11FVXFsRuMSKa5IkTT51q6vNDiHMGnkA/6Calz8FOKgTQY7hPVQbkR4fQlg8hDCuX2RCCMuHEKaOPIB21w9Ier45U9YmsmdOW2txxlLm6XlUI0PrA2dYcU2SpMmlbnW1M6iqqM0RgUeAO4FpMcaHa7Y/L5sBTwK/Bl4JEEK4GjgwxjivqkwH8+y0GEmddzVQAu9OsiIr83T2vB5OsmJ9YEeqUZwbOxjHEVTFT3anSp4O62DbkiSpj4UY4/yf6kMhhCeoFhifANwFvAz4H2AR4BVjJVghhOV5fkGE1YGLgXVjjLd0LWhpkkiy4kvAocAWZZ7+fD7PXgC8E9igw0kOSVa8APgZ8BogLfP0+51sX5Ik9ae609W+FELYaIx7Hw0hfLVO+/MxE7g6xnhMjPGiGOMJwIFUVdbeMdZLMcYHYoy3jDyAP3UxTmkyGteUtdYozjuBizqd4ACUefoksDMwi+5On5UkSX2k7jz1jLEXFy8A7Faz/Xn5C7DCqGu3t85dLV0tad7KPL0ZuAnYNcmKhefxaEfX4owRyz1UpebfmmTFst3qR5Ik9Y9uLsadBby4i+3/FHhjCGFkovPm1nkiO6VL6o5pwDLANnO7mWTFelSjOBeXeXpDD2JZENily/1IkqQ+MOEkJ4SwTghh8xDC5q1La8753DreFELYB/gI3Z0G9r9Ue2H8vDU17ijgWOBXwOVd7FfS+JzTOo81ZW3OKM7hPYjlQmAGsGcP+pIkSQ2bcOGBEMIJVHPbIzBns7/RjQTgUWCnGOMVdYOcRyybAkdSLSp+iuoXmQ/HGB+bYDtTgZux8IDUUUlW/ALYAFihzNPHR1xfD7iRahRnxx7Fci7wLmDVMk//0os+JUlSM9opIf0N4Jp53J9JteP51RNNNiYqxvhrYItu9iGplmnA64EdeLYYAfR2FGdkLO+iKin9lR72K0mSemzCSU6M8WaqUQ9Jmp/zgOOopqxNA0iy4tXATsAlPViLM9IPgYdbsZjkSJI0xDpSeCCEsFAIYaUQwiqjjmU60b6kwVTm6YPAZcC2SVbMKUTSxCgOZZ4+BUwH1kuyYmov+5YkSb1Vd5+c5UIIlwJPAndTbco58ji3doSSBt1/Kpu1RnF2phrFub6BWM5qnd/dQN+SJKlH6o7kfBXYDjiNqhjBDOBbwL5UlZXWqNm+pMF3MdUXIXsAn25d69q+OPNxFXAvsEeSFWF+D0uSpMFUN8l5O3BSjPEA4GzgBcBFMcbvAFfgppzSpFfm6WPAJcAbqfapubTM0+saimUW1RcwqwGbNhGDJEnqvrpJziLAnJLLM1vnxVrnF/BsiWlJk9vIymo9XYszF3NiGWv/HkmSNODqJjn3AysAxBifBO4Bdg4hLAmkVOt0JOmHwF+B6U2N4oxwA3A7sFuSFe2U0ZckSX2ubpLzDaoCA3OcAOwG/AvYBji5ZvuShkCZp08Dr6QPRk/KPI1UBQiWA7ZqOBxJktQFtb7FjDEeNerzV0IIjwJTgV/GGM+p076k4VHm6RNNxzDC2VTFD/YAftRwLJIkqcNCjLH9l0PYFfhDa4PQgRVCmEq1wem6McZb5ve8pMGXZMVvgHWAFfosAZMkSTXVna52ArBDJwKRpB6bBrwQ2L7pQCRJUmfVTXJeSLX+RpIGzbnAbPpgnZAkSeqsTlRXWyuEsMpYRyeClKROK/P0fuAnwHaBNFzqAAAgAElEQVRJVizddDySJKlz6iY5twEfoqqwNtYhSf1qGrAQsHPTgUiSpM6pu0fEV4DfdCIQSWrAhcBJVFPWTm04FkmS1CG1qqsNC6urSZNXkhXTgZ2Alcs8vbfpeCRJUn11p6sBEEJYIITwyhDC60IIS3SiTUnqkWlAAHZvOhBJktQZtZKcUPkc8CBwK3AVsGnr3i4hhL1rRyhJ3fV94BGssiZJ0tCoO5LzmdZxDfA5qm9D51gH+HjN9iWpq8o8nQGcD2yYZMVaTccjSZLqq5vk7AdMjzG+DTh51L37AUtISxoE01rndzcahSRJ6oi6Sc7ywNVj3FsamFKzfUnqhSupvpjZI8mKMJ9nJUlSn6ub5NwK7BhCmNsvBdsBv6/ZviR1XZmns4BzgFcAr2k4HEmSVFPdJOdLwBup1uTsD0RgmxDC94A3AF+t2b4k9cpZrbMFCCRJGnC1kpwY43RgX6q1N0dQFR44BHg98MEY4/m1I5Sk3rgOuBPYPckKp9pKkjTAau+TE2M8HXgZ8FqqKWqvBlaMMZ5Yt21J6pUyTyNVAYIVgDc1HI4kSaqhI5uBxhhnxhivjTH+MMZ4c4zxqU60K0k9dnbr7JQ1SZIGWO0kJ4Tw0hDCN0MIfwkhzAgh3BtCODWEkNQPT5J6p8zT26mmre2cZMWiTccjSZLaUyvJCSGsAvyWar+cu4DzqCqu7QXcHEKwSpGkQXMWsASQNh2IJElqT92RnC8ALwI2izFuEWPcK8a4NbAW8DBwZN0AJanHzqWqFOmUNUmSBlTdJGdb4KQY47UjL8YY7wK+RVWMQJIGRpmnfwN+CqRJVizVdDySJGni6iY5SwF3jHHv38BDNduXpCZMAxYB3tl0IJIkaeLqJjn/BJYZ4972wJU125ekJpwPPI1T1iRJGkghxtj+yyH8Bth4rNtU89rniDHGBdvurItCCFOBm4F1Y4y3NB2PpOYlWXEB8A5gpTJP72s6HkmSNH51k45vUlVTk6RhM41qutpuwLENxyJJkiagVpITYzwNOK1DsUhSPymAx6imrJnkSJI0QGpvBipJw6jM0yeBC4DXJFmxRtPxSJKk8au9RiaEsAWwK7Ay8EKqtThzxBjjVnX7kKSGTAP2Bg5JsuIM4HGqypFzzk+Uedr+wkZJktQVdQsPfBg4miqx+RfVP/zPaTDGuFqdAHvBwgOS5ibJigWBe4AVx3gkUiU7cxKf0UnQ48ADVNXafm1CJElSb9RNcu4CHgbeGWMsOxVUr5nkSBpLkhWvAjajGql+IbD4BP48cmT7TuAM4MwyT+/uVfySJE1GdZOcGcChMcZjOhdS75nkSOq0JCsC8AJgLeA9wJ7A8q3bVwLfAc4v8/SxRgKUJGmI1U1y7gTOjTEe1rmQes8kR1K3JVmxELAt8F6q/XcWBp6gKm5wBnBFmaezmotQkqThUTfJ+TKwE3AS8HJgMZ5feGC/WhH2gEmOpF5KsmJp4F1UCc/rWpf/CnwXOKPM0z80FZskScOgbpLzNqq9JMYSY4xT2u6gR0xyJDWlVZ76vcBewKqty9dSje6cXebpP5uKTZKkQVU3ybkBWArYH/htjPGRTgXWSyY5kpqWZMUCwOZUCc+uVIULngEOLPPUTZclSZqAuknOU8BhMcajOhdS75nkSOonSVYsDuwIfBlYGlirzNN7m41KkqTBsUDN92dRlZBuXAjhzBBCDCFs2XQsklRHmaf/LvP0LOAgqhGdoxsOSZKkgVJ3JOdPwJ+Bq8Z4JMYYj2i7g/HHcQjw1dbHN8UYr5zg+47kSOpLSVZcSDWqs22Zp5c1HY8kSYOgbpJzCbD9PB7peuGBEMKGwG+A04ADMMmRNESSrFgVuBW4F3hVmadPNRySJEl9r+50tb2B1eZxvLxm+/MUQliYakO904Czu9mXJDWhzNO7gSOANYBPNByOJEkDoVaSE2N8KMZ497yOTgU6hv8HLAF8fLwvhBCWDyFMHXkAq3ctQkmq72jgNuBTSVas1nQwkiT1u7ojOYQQFgoh7BRC+HII4eQQwtqdCGwc/b4UyICPxxgfm8CrB1NNTRt5XNz5CCWpM8o8fZrqZ9eiwPFJVoT5vCJJ0qRWK8kJIawC3AScB3wS2A9YuXXvKyGE82pHOLbDgZtijBPt40Rg3VHHOzocmyR1VJmnPwWmASmwQ8PhSJLU1xas+f5xwEuBPYAbqKZTzPE3YLea7c9VaxTnvcDBIYQVW5eXmXMOISw51sakMcYHgAdGtdeNMCWp0z5OVezluCQrflzm6b+bDmik1v4+e7eOW4CPlXn6ULNRSZImo7rT1d4MHB1jPBcYnVTMAJav2f5Y3gIsDJwK3Nc6zm/dOx/4Wpf6laTGlHl6H3AYsArwqYbD+Y8kK1ZOsuJI4K/ACcB6wD7ATUlWbN1ocJKkSalukjO7dcxNwvMTn075CfC2UccnW/c+ybN75kjSsPkGcCPw8SQrerIGcixJVmyaZMU5wF1UhWD+TrV2aFmq6ctLApclWXF8khWLNRepJGmyqbtPznnAlsA2VNPT7gO2BW6n2rvmihjjnvXDHFcsWwI/xX1yJA25JCs2Ba6m+pm3VZmn7f8gn3jfCwE7AR8FXtu6fDlwDPCjMk9nj3h2NeB0YHPgDmCvMk+v6VWskqTJq26Sk1D9Q7sc1WZ1c5KF1YEngU1ijHfVjnJ8sWyJSY6kSSLJipOB9wN7lHna9X3CkqxYutXfB4GVqKYknwkcV+bpzfN4bwpVQvRFYErr/IUyT5/pdsySpMmrVpIDEEJYATgU2JpqisJfgWuBL8UY76kdYQ+Y5EgaNElWLEs1av4MsFaZp12ZHpxkxSuBD1MVE1iMasT+BODkMk8fnEA7r6JKitYDrqMa1flD5yOWJKkDSc4wMMmRNIiSrNiPqgDLcWWefriD7QZgK6oRmO1al6+nmpL2f619e9ppdxHgs1RrJ5+m2uvs+JFT3CRJ6oS609WmAd+MMf5sLvc+D6wZY9y9Rnw9YZIjaRAlWbEA8AuqtTEbl3l6QwfafAXVSM02VIVlLqJKbn7ZqbU/SVa8HjgDeDlVIZl9yjwdiJF/SdJgqJvkzAb2jzGeNpd7HwL+J8a44vPf7C8mOZIGVZIV61NN/7oGeH27oyKtUZZPUJWoXoSqYMDnyzztyrrKJCteSFUJ8wCqSpwfBL7byyIKkqThVbeE9Ly8AFiqi+1L0qRX5umNwPHApsC+7bSRZMUWVGWpjwD+DGxR5uk+3UpwAMo8fbzM0/+i2tx0BtXIznlJVry4W31KkiaPCY/khBC2AFZtfTwdOA34+YhHplDtkfMB4E8xxk1qR9lljuRIGmRJViwB3EY1AvPKMk//Mc73Xgz8L1VRgRnAF4Cj2l1z065WHN8AdqHaa2f/Mk+/18sYJEnDpZ0k51jgQ+N49M/ALjHGG9sJrJdMciQNuiQr3g1MA04t8/T983l2AeB9wFHAMsCPgP8u8/RP3Y5zHjEFYE/g61SbiJ4PfNS1OpKkdrST5KxEtQ/OWGYCDwJ3xgEp3WaSI2nQtZKEHwNvBl5X5unVYzy3DnAS8EbgfuAjVBXT+uLndZIVKwPHUm04+m/g88CxvR5dkiQNNktIY5IjaTgkWbEW8HuqzZk3LvN05oh7iwGfoiousCDV9LBPlXn6cBOxzk+SFW+lGtVZHfgD1UjTT5uNSpI0KLpZeECS1ENlnt5GtcZmPeDgOddbCcPNwP8AtwCblnn63/2a4ACUefpDYF2qfXVWA65IsmJakhUvaTYySdIgcCQHR3IkDY/WiM2tVGtt3gT8P+BdVFO/Pk21+ebMsVvoP0lWvBw4DkiBx4DPAF8ftP8dkqTeMcnBJEfScEmyYgfg4hGXLgI+NMiL+FtrjnYAvkZV4fP3wMFlnv6y0cAkSX2p7maguwJ/iDHe3LmQes8kR9KwSbLiLOC1wCFlnl7SdDydMmpt0UJUWxl8sszTB5qMS5LUX+omOQ8Ax8YYv9S5kHrPJEfSsEmyIvRLxbRuSLJiTarCBFsDD1OtNzq5zNNZjQYmSeoLdQsPvBD4VycCkSR1zjAnOABlnt4BbMuz641OBH6dZMVrGg1MktQX6o7k/Bm4BDh6rGdijH9pu4MecSRHkgZXkhUvoipG8BFgClWRgv8p8/SJRgOTJDWmbpLzfeCtwJiNxBintN1Bj5jkSNLgS7JiKnAy8Drgj8D7LEwgSZNT3SRnS2CLeT0TYzy87Q56xCRHkoZDkhVTgA8DXwQWAY4BDivz9MlGA5Mk9ZQlpDHJkaRhk2TFK6kqr20K3EE1qnN1o0FJknqmbuEBSZL6TpmntwNvoNoMdVXgF0lWfCXJikWbjUyS1AsTGskJIfwCWDzGuEHr85/n80qMMa5eI76ecCRHkoZXkhVrA98BXgPcRjWq85tmo5IkddNEk5xfAS+KMb6q9flK5lF0ACDG+KY6AfaCSY4kDbckKxYEPg4cDiwIfAX4XJmnTzUamCSpK1yTg0mOJE0WSVasS7VWZyPgVmDvMk9/22hQkqSOc02OJGnSKPP0ZmAz4DBgDaoNRL+QZMUizUYmSeqk2iM5IYSNgB2Bl/D8pOn6GOPXa3XQA47kSNLkk2TFq6lGdTag+jdg7zJPr280KElSR9TdJ2dX4ByqdTl/B5YDHgUeA5YA7okxrt+BOLvKJEeSJqckKxYCDgU+DQTgc8CXyjyd3WRckqR66iY5twKzgO2A+4DHgffEGKeHEA4EvhBjfHFHIu0ikxxJmtySrFgfOAN4FTCdqgLbv5uNSpLUrrprclYHTo8x3gO8CFgYeKJ1bybVaI4kSX2tzNMbqdbqTAd2Aa5KsmLlZqOSJLWrbpLz6Ig/Pww8Q5X4AKzcuiZJUt9rjdzsRjVlbQPg2iQrNm00KElSW+omOX8CXgnVrp/AFcCnQgjHAB8AflWzfUmSeqbM09llnh4OvItqNsKVSVbs1XBYkqQJqrsmZwXg0Rjjk63PawI/AV4G3AHsEGO8oxOBdpNrciRJoyVZsSFwMbAScCTwPxYkkKTB0PHNQEMIU4ClYoz/7GjDXWSSI0mamyQrXgJcCLwWuBTYs8zTx5qNSpI0Px3fDDTGOGuQEhxJksZS5ul9wJbAd4G3A79KsmK1RoOSJM1Xx5McSZKGSZmnM4D3AhkwlaogwebNRiVJmpeOT1cbRE5XkySNR5IVbwemAYsCB5V5emrDIUmS5sIkB5McSdL4JVmxLtX6nAT4GvDxMk9nNhqUJOk5OjJdLYSwXAhh2xDCHq2Ka5IkDaUyT28GNgF+DnwYKJKsWKrZqCRJI9VKckIIi4QQTgf+BvwAOBNYr3Xvv0IIn6wdoSRJfabM0weBrYFTgW2A3yRZsWazUUmS5qg7kvMVqsWYpwL7AmHEvWWAfWq2L0lSXyrz9GngAKrRnFdQJTobNBuVJAnqJzm7AafGGA+iGskZ6Z9UG6hJkjSUyjyNZZ4eB6TAYsAPkqxYveGwJGnSq5vkLAncMca95QEXYkqShl6Zpz8E9qD6t+9HSVa4PlWSGlQ3ybkO2CuEsNiIazGEMAXYBfhtzfYlSRoIZZ6eDxwErE41orNEwyFJ0qRVN8n5NLAOcDtwOBCp1uj8lmrDtC/UbF+SpIFR5uk3gc8CGwAXJVmxaMMhSdKkVCvJiTH+FHgr1fqbA6gKD+xJtUnaO2OMV9YNUJKkAXMEcALwJuC7SVZMaTgeSZp0OrYZaAhhOWBZ4K8xxsc70miPuBmoJKmTWonN2cCuwEnAwWWeuvu2JPVI3X1ydgwhbAIQY3wwxnjbnAQnhLBnCOGjnQhSkqRBUubpLGAv4CfAgVRT2CRJPVJ3Tc6RwE5j3FsNOKRm+2MKIbwihPDdEMLfQwiPhhCuDSHs3K3+JEmaiDJPnwLeCVwPfDbJioMaDkmSJo26Sc4qwF/GuPcw0JUSmiGEBYDLgNdRTQP4LNU6oOkhhLd0o09JkiaqzNPHgLcBfwROSLJi14ZDkqRJoW6S8wiw5hj31qEqSNBxMcbZVBuRTo0xfjbGeAzwZmAW8J5u9ClJUjvKPH0A2Ab4O1Uhgjc3HJIkDb26Sc504IAQwttGXgwhvBXYF/hBzfbHFGO8Nsb45IjPD1IlXUvO670QwvIhhKkjD6o9DSRJ6ooyT++iqkY6A7g4yYoNGw5JkoZarepqIYTFgd8AawP3APcCLwFWBf4KbBpjvK8DcY4nls2AXwEfiDGeMI/nPsfYC0CtriZJ6pokKzanmm79CPD6Mk//2HBIkjSUapeQDiEsDHwE2AFYHvgXcAXw1RhjV6arzSWGpYGrgWeAjWKMT8/j2eWB5UZdXh24GJMcSVKXJVmxI3A+cDdVotOTLwMlaTLp2D45TQkhLAn8mKoIwmYxxj+30Yb75EiSeibJiv2BU4DfAVuUefpIwyFJ0lCpuyanUSGExajW/awObNNOgiNJUq+VeXoqcBiwHtUanUUbDkmShkrdzUAXDyEcH0K4J4QwM4Qwa9Tx/U4FOoZvA68Gto0x/q7LfUmS1ElfAo4HtgCmJVkxpeF4JGlo1B3J+RLw38AfqDYGnQFcCnyeamHlWOWlawshbA+8Czggxnhtt/qRJKkbyjyNVGtaz6HaNPSIZiOSpOFRt7raA8BlMcb3tCqtPQa8PcZYhBD2A46NMb6oQ7GO7vtCYGuqfyBGOyfG+PgE2nJNjiSpEUlWLExVHXR9YJMyT69vOCRJGnh1R3KWoPrBDBBa54VHnBeq2f68rA0sTrVwc/Tx4i72K0lSx5R5+jSwHxCB05Ks6Oa/nZI0KdRNch4AlgFojZw8CLyldW9zqn1zuiLGuFaMMYxxlN3qV5KkTivz9HdATlWI4BMNhyNJA69ukjMdeGLE5+8AB4UQHqJaL3NOzfYlSZosvgDcBnw2yYq1mg5GkgZZR/fJCSFMAb4ITAV+CXwlxji7Yx10iWtyJEn9IMmKzaj+/bwaeGOZp33/b6gk9aMJjeSEED4dQth6xOedQgirzPkcY5wVY8xijG+PMeaDkOBIktQvyjy9GjgOeB1V9VJJUhsmOl3to8A6Iz6fx7NrcCRJUn2HASXw5SQrkmZDkaTBNNEkZ0Fg5GZlYawHJUnSxJV5+jhwAFUF0W8mWeG/tZI0QRNNcm4F9gshvHLEtc4t6pEkSZR5ejnwbWAb4L0NhyNJA2eiSc6ngVcAt4YQZrWunRpCmDXGMbOz4UqSNGl8DLgfOCbJihWbDkaSBsmCE3k4xnh5qxLZ7sAqdHezT0mSJq0yTx9KsuJg4ALg68AuDYckSQOjoyWkB5UlpCVJ/SrJivOoEpxdyjw9v+l4JGkQ1NoMNIRwbghh704FI0mSnueDwEPACUlWLN10MJI0CGolOcD2gD9wJUnqkjJP76fawmEF4KsNhyNJA6FukvMUMGu+T0mSpDrOAH4E7JNkxTZNByNJ/a7WmpwQwk3AI8BlYzwSY4xHtN1Bj7gmR5LU75KsWBW4BfgHsG5rPx1J0lzUTXJOA943j0dijHHKPO73BZMcSdIgSLLiA8DxwHFlnn646XgkqV/Vna72YWC1eRwvr9m+JEl61onAL4EPJlnxuqaDkaR+ZQlpHMmRJA2OJCvWAn4H/BnYoMzTGQ2HJEl9p24J6VXmcyzVqUAlSRKUeXobcDiwFnBYw+FIUl+qO12tBO6ax3FazfYlSdLzHQXcCHwyyYr1mw5GkvpN3cIDhwFjNfAGYI0Y4yva7qBHnK4mSRo0SVZsCFxDNXXttWWezmw4JEnqGwvWeTnG+IWx7oUQ9geOq9O+JEmauzJPr0+y4iggAz4GHNlwSJLUN+pOV5uXpbrcviRJk93ngTuAI5KseG3TwUhSv+hKEhJCWA7YG/hTN9qXJElQ5umTwO7ALGB6khXLNRySJPWFumtyrhh9CVgGeCWwELBrjPGC9sPrDdfkSJIGWZIVewOnAz8Bti3zdFazEUlSs+qO5Lyc527+uSowG7gE2HoQEhxJkgZdmaffAb4JbAUc0XA4ktS4uoUHkg7FIUmS6vkwsCFwaJIVvynz9OKmA5KkpnR0TU4I4WUhhF1DCG8NISzcybYlSdLYyjx9CtgF+CdwRpIVazQckiQ1ZsJJTgjhwBDCF+dyfVfgduAcoABuDCEsWz9ESZI0HmWe/oWqEMELgfP/f3t3Hq9dPe9//PWhuTQJUbFCQncDEQ7nV5lZkXk40iAcwuEkWWQIHdYx5mSK5L4ViV/osMwKRfwiQ90ylNapDNWtgRvdlb7nj7XuX1fbPe19DWtfa7+ej8d6rH2t4bo+++772O33/n7X95sV1aYdlyRJnZhLT86BwK0W+IyIHYATgeXAUcC7gZ2AVw1boCRJWnd1mX8DeD2wK3B8VlTRcUmSNHFzeSbn7sCXZhx7JbAR8M8ppZ8AtL04+9MsUiZJkianBB4EPAc4B3h/t+VI0mTNpSdnM+CalS8iYlPgEOCLKwNO6zxg++HKkyRJs1WX+c3csl7dsVlR/VPHJUnSRM0l5NTAQwZe/ztN8PnIjOsCmPsiPJIkac7qMr8WeApwI/CZrKju1HFJkjQxcwk5JwP/EhEnR8RHgaOBn6SUZg5huy9wyZD1SZKkOarL/GfAC4G7AJ/KimqopSMkaVrMJeS8BziFZvaWQ4AfA88YvCAi1geeDJw5bIGSJGnu6jI/meaZnH2At3ZbjSRNxqxDTkppRUrpOcAWwFYppQemlC6ecc2NwEOBt4+mTEmSNITDge8Dr8qK6qldFyNJ4zbnxUBTSn9JKV23hvMXp5R+N9f3lyRJo1GX+Q3A04GrgI9lRbVzxyVJ0ljNOeRIkqTpUZf55cAzgU2Bz2ZFtVnHJUnS2BhyJElaIOoyPxN4Dc3kQCe4UKikvjLkSJK0sLwD+BxNr86/dVyLJI2FIUeSpAWkLvMEHAz8CnhnVlQP67YiSRo9Q44kSQtMXeZ/olko9AZcKFRSDxlyJElagOoyXwo8H9gWONHncyT1iSFHkqQFqi7zU4CPA48HXtRxOZI0MoYcSZIWtpcBNfAu18+R1BeGHEmSFrD2+ZwDgY2AT2RFtX7HJUnS0KY65ETEbhHxrYj4a0RcHhGvi4ip/p4kSZq0uszPAkpgT+CNHZcjSUOb2kAQEdsBZwA7AK8Dvgy8BTi6w7IkSZpWRwPnAa/JiuqhHdciSUOZ2pADHAFsATw6pfTulNILgJOAIyNim25LkyRputRlfgNwAM200idlRbV5xyVJ0pxNc8h5IvCjlNLFA8dOBTYEHtNNSZIkTa+6zC+k+SPijsB7Oy5HkuZsKkNORGxM8wP4JzNO/ajdL1rDvXeMiF0GN+AeYypVkqRp8wHgK8DBWVE9tetiJGkupjLkAFsBAVwz4/i17X7rNdx7GHDBjO30URcoSdI0qss8AYcAy4APZ0V1l45LkqRZm9aQs7pVmdM63PsBmp6ewW3/EdUlSdLUq8v8D8ALaP5o+LGsqKb19wVJC9S0/tC6mibQbDXj+FYD51cppXRlSmnp4AZcvLrrJUlaiOoy/zzwUeDRwEs6LkeSZmUqQ05K6W/AJcD9Zpx6QLtfOtmKJEnqpVfQ/CHw7VlR7dJ1MZK0rqYy5LS+AOwZEbsNHDsEWEHzwKQkSRpCXebLgecCGwAnZ0W1QcclSdI6Wa/rAobwTpofvKdHxHHALsBTgLemlJZ1WpkkST1Rl/k5WVEdA7wBeDNQdFwSWVFtS/N7wDXArwa2S+sy/3uXtc2UFdWWwH2A+7b7HYF31GX+/U4Lk3ouUlqXZ/Xnp4jYg2Ye/71onsM5HjgmpXTzLN9nF5pZ1ha1z+hIkqRWVlTrA2cDDwT2rcv82x3WEjSjOfJVnF4BXEQTeH7JrQPQsnbmuHHVdCduCTIrt/sC267ilp8Du9dlftM46pE05SFnVAw5kiStWVZUO9GsT7cM2K0u8+s6quNQ4ATgZOC1wL0Gtp3b/Y7845D8mb0+VwE3A38f2Nb19SbAvbl1D82WMz5vOXDhwPbzdn9wW/e/1mX+4aH+MSStliEHQ44kSesiK6oX0oyaOLku8+d28PkZcD5wHbCoLvNrV3PdBsDduXXwWbmtqmdlGMv4xyBzIXD5qnqOsqK6HfDr9uVOdZn/ecT1SMKQAxhyJElaF+2wrNOBJwDPrsv8UxP87NsA3wT2AR5Tl/nX5vg+WwA70fS83Aa47Yxt5rFVXXMDzXC4C+syv2oONawMi2+py/wNc/k+JK2ZIQdDjiRJ6yorqjvS9KZsQDNs7bIJfe7LgWOBD9ZlftgkPnNcsqJaD/gpzbC6neoy/23HJUm9M81TSEuSpAmry/xK4FCanpDFbQ/LWGVFtTNQ0qzZc+S4P2/c2gkHXgVsDBzTcTlSLxlyJEnSrNRl/kXgQ8DDgdeM87PaXo+PAxsCB7dr9/TBl4FvAAdlRbVH18VIfWPIkSRJc3EEzVDvY7Ki+rcxfs6RNEtFvLMu87PH+DkT1U5K8Kr25Tvb550kjYghR5IkzVpd5n8BHgn8AnhvVlQjf04mK6rdgaOBpTSLkfZKXeY/AZYAjwAe23E5Uq8YciRJ0pzUZX4FzZC1XwHvb2cNG4msqDYETgICOLAu8+tH9d7zzOuBv9H05qzXdTFSXxhyJEnSnNVl/nuaoHMxcHxWVM8b0Vu/EdiVZprl80b0nvNOXeaXA++iWVR0VP920oJnyJEkSUNpp0DeF7gEOCErqoOGeb+sqB4CvBr4EfC24Suc994OXAG8uV0sVNKQDDmSJGlo7Xo5+wKXAh/LiuqAubxPVlSb0DynciPNMLUbR1fl/FSX+Z9pnjm6E7dMRiBpCIYcSZI0EnWZ/w9N0LkcWJIV1bPm8DYlsBNwVF3mPx9lffPcicDPgSOyotqu62KkaWfIkSRJI1OX+SU0Qef3wMlZUT19Xe/NiuoRwMuAs4Bjx1Ph/OQCodJoGXIkSdJI1WV+MU3QuRI4JVYNi4sAABTxSURBVCuqp6ztnqyotqDpzfgLzaKffx9vlfPSl4Fv4gKh0tAMOZIkaeTqMv81TdBZBpyaFdX+a7nlPcBdgVfWZf6bcdc3H7ULhB7RvnSBUGkIhhxJkjQWdZn/kmZ66auBz2RFtd+qrsuK6gnAIcBXgA9PrsL5xwVCpdGIlFLXNXQuInYBLgAWpZSWdl2PJEl9khXVIuBMYHNg/7rMvzJwbhua/wdvCCxqp6Ne0LKi2p5mgdVLgN3b53U0S1lRZTQLyl4HHF6X+a+6rUiTZE+OJEkaq7rML6DpmVgOfD4rqkcNnH4/zdTJLzXgNFwgdHhZUe0NnAs8DMiBC7KieltWVJt2W5kmxZ4c7MmRJGkSsqK6H82D9RvT/OJ5R+AU4DTg6e0zKQLaRUEvAhKwU7uWjtaifY7pxcB7geuBA4CraML0HjTTm78S+Iztrd/syZEkSRNRl/mPgUcBK4AvAh+kmYHtxf7CeWsuEDp7WVFtABxPE2j+B3hwXean12X+PeABwEuAzYBTga9nRXWfzorV2NmTgz05kiRNUlZUewFfp3lG50l1mZ/ecUnzUlZU6wE/BXak6c1xON9qZEV1J5oewYfStK1n1WV+9SquuwPwNuBQ4Caa9ZjebE9Z/xhyMORIkjRpWVHtAuxcl/lnu65lPsuK6vFABSyuy/yQruuZj7KiegDwOWB7mmeZirVN1pAV1YNoenz2pFm49gjgFHsU+8OQgyFHkiTNT+0zJl+nmYr7/u0U02plRfUc4AQggBfUZX7SLO69LfB84K3A1sC3aSbAuGActWqyDDkYciRJ0vyVFdUewHnAGcCjZtPbkBXV+jS/wG/T7jcDNm33g1/P3M88tinwG5og8G3g7LrM/zSCb29O2oDyNprnlX5HM+zx3Dm+1+2B/wBeCNwMHAccXZf5dbN8n82BHWgWtd2B5nmq7wLfqsv85rnUprkz5GDIkSRJ81tWVIuBg4Bn0fzOsg1w+3a/pq+3mMPH3UQz3fdfBvbX00xpvWV7zc3Aj7kl9JxVl/k1c/isWcuKaivgkzSLpZ4DPLUu89+P4H0fQDOEbS/gCpoAdXJd5ikrqo1ohsPtwK2DzODXm6/mrS8FPg4sqcv8omHr1Lox5GDIkSRJ89vAAqEbr+XSFcCydvvjjK+vBv7MPwaYwf3yusxvWE0NtwV2BfZut/9DE6igmer6Z9wSer5Tl/myOXyra9TOiHY6sBNwInBYXeYrRvj+twEOAUqakHgJTS/WHVdzywrgsna7dODry4Brgf2AA2kCEsDZwGKaKaw76wlbCAw5GHIkSdL8lxXVU2gWVV1VgFn59V8n9fB8GwjuSxN2VgafOw1cshT4Dk3o+QHw27rMbxzi8/aj6cHZBHgF8P5xfa9ZUW0NvBl4PPAHbh1gBr++am01tOFwX+Bg4KnARsDfgM/SBJ4z6zL/+zi+j4XMkIMhR5IkaVjtJAn34pbAszew3cAliWYms8vb7bIZ+8uB380MQu37vgY4hqY36hl1mZ8x1m9mTLKi2gJ4Os3Qw4e1hy/nluFsv+qqtr4x5GDIkSRJGrU2nNydJuzsxi3PtGwP3JlmRrSZEk3PyWDw2RF4AnA+sH9d5peMvfgJyIpqJ5qhbAfR/LtA84zRYuDTdZlf21FpvWDIwZAjSZI0Se2sb3emCTyD4WeHgWN3Bm7T3nIacHBd5ssnX+14tcP+9qUJO0+jee7qemAJcKTP7syNIQdDjiRJ0nzTBqFtgdsBFy6EhTrbaaifBrwAeDDNxAfPrcv8u50WNoUMORhyJEmSNH+0Q/1eDLwL2IBmwdI3DzNxw0JjyMGQI0mSpPmnnTL7ZOD+wA+BA+oy/2W3VU2H26z9EkmSJEmTVpf5hcBDgLcBewI/zorqRW1Pj9bAnhzsyZEkSdL8lhXVPwMnAXcDKuDQusyv6Laq+cueHEmSJGmeq8v8LGB3mqCTA+dnRfWEbquav+zJwZ4cSZIkTY+sqJ4BfAjYCjgeeGVd5n/ptqr5xZ4cSZIkaYrUZf5pmgVWvwn8K82zOg/stqr5xZAjSZIkTZm6zC8HHg0cTvOczjlZUb0+K6r1uq1sfnC4Gg5XkyRJ0vTKimpX4BPArsA5NAuIXtxtVd2yJ0eSJEmaYnWZnw/sBbybZsrpH2dFdfduq+qWIUeSJEmacnWZX1+X+SuBZwO3A57fcUmdMuRIkiRJ/fFp4DLguVlR3bbrYrpiyJEkSZJ6oi7zm4ElwPbAwzsupzOGHEmSJKlfPt7uD+q0ig5NZciJiA0iooiICyPibxFxUUS8IyI267o2SZIkqUt1mf8a+C7wlKyoNu+6ni5MZcgBjgKOpvmP92rge8ARwAc7rEmSJEmaL5YAGwNP77qQLkxryHkP8MCU0vNTSv+VUjoQ+ALwzIhYv+PaJEmSpK59GrgeOLjjOjoxlSEnpXRtSun8GYcvAtYHNu2gJEmSJGneqMv8OuCzwMOyorpn1/VM2lSGnJki4rbAY4AfppSuXcu1d4yIXQY34B4TKVSSJEmanCXt/sBOq+hAL0IO8FZgZ+Dwdbj2MOCCGdvp4ytNkiRJ6sQ3gd8CB2VF1Zff+9fJvPtmI2L9iLj3GrZtZlz/WuBI4BUppbPW4SM+ACyase0/6u9DkiRJ6lJd5n8HTgLuCuzdcTkTtV7XBazCdsCFazj/H8DrACLiFe3rN6SU3rcub55SuhK4cvBYRMytUkmSJGl+WwIUNBMQnNltKZMTKaWua5iTiNiPZpjZu1JKRw75XrvQDFtblFJaOor6JEmSpPkgK6pzgF2BbesyX951PZMw74arrYuI2IhmTZyv06yTI0mSJGnVltDMQPy0rguZlPk4XG1dPAbYHvgccOiM4WbnpZTO66QqSZIkaf45FTiWZsja4k4rmZCp7MkB7tPuXwZ8ZMb2xK6KkiRJkuabusyvoXnMY++sqHbsup5JmMqQk1IqU0qxmu3oruuTJEmS5pnF7X5BrJkzlSFHkiRJ0qx8Hfg9C2TNnN5/g5IkSdJCV5f5TcDJwI7AwzouZ+wMOZIkSdLCsKTdH9xlEZNgyJEkSZIWgLrMlwI/BJ6eFdWmXdczToYcSZIkaeFYDGwGPKXjOsbKkCNJkiQtHJ8CbgAO6rqQcTLkSJIkSQtEXeZ/BL4APDwrqrt2Xc+4GHIkSZKkhWUxEMBzO65jbAw5kiRJ0sLyVeBK4OCsqKLrYsbBkCNJkiQtIHWZ30izZs49gX/quJyxMORIkiRJC8/KNXN6OQGBIUeSJElaYOoy/xnwY+CZWVFt3HU9o2bIkSRJkhamxcDmwJM6rmPkDDmSJEnSwvRJ4Ebg4I7rGDlDjiRJkrQA1WW+DKiAR2ZFtV3X9YySIUeSJElauBbTZIJerZljyJEkSZIWri8Dy+jZmjmGHEmSJGmBqsv8BuATwM7AXh2XMzKGHEmSJGlhW9zuD+6whpEy5EiSJEkLWF3mPwF+BjwrK6qNuq5nFAw5kiRJkhYDWwJP7LiOkTDkSJIkSfok8HfgoK4LGQVDjiRJkrTA1WV+BfAl4LFZUd2563qGZciRJEmSBLesmXNAx3UMzZAjSZIkCaACLgM277qQYRlyJEmSJFGX+Qrg7nWZv77rWoYVKaWua+hcROwCXAAsSikt7boeSZIkSXNnT44kSZKkXjHkSJIkSeoVQ44kSZKkXjHkSJIkSeoVQ44kSZKkXjHkSJIkSeoVQ44kSZKkXjHkSJIkSeoVQ44kSZKkXjHkSJIkSeoVQ44kSZKkXjHkSJIkSeoVQ44kSZKkXjHkSJIkSeoVQ44kSZKkXjHkSJIkSeoVQ44kSZKkXlmv6wLmiQ3a/T0iotNCJEmSJP1/F6eUrp/tTYacxg7t/vROq5AkSZI0aBGwdLY3RUppDLVMl4jYAtgbuAy4YYwfdQ+aILU/cPEYP0cLl21Mk2A70yTYzjQJtrP5z56cuUopXQf897g/Z2Ao3MUppVknUmltbGOaBNuZJsF2pkmwnfWXEw9IkiRJ6hVDjiRJkqReMeRIkiRJ6hVDzmRdBbyp3UvjYBvTJNjONAm2M02C7aynnF1NkiRJUq/YkyNJkiSpVww5kiRJknrFkCNJkiSpVww5kiRJknrFkCNJkiSpVww5ExIRu0XEtyLirxFxeUS8LiL899ecRMQ9I+LkiLgiIv4UEedGxFNnXLNxRLw3Iq6KiOUR8fmI2KGrmjXdIuKkiEgRsc/AMduYhhYRt4mIZ0XEFyLiDxHxyRnnbWcaWkQ8PiLOi4gVEXFlRHwkIrYaOG876xmnkJ6AiNgO+ClwHfB+4D7A84G3pJTe0GVtmj5tOL6ofXkScC3wPGAR8KiU0jfa604Bngb8F838/4cD1wB7pJT+Num6Nb0i4nDgXe3LfVNK32qP28Y0lPaXzNOAfYFzgO8C56SUPjtwje1MQ4mI/YAvAGcBnwfuBbwAOCOl9Kj2GttZ36SU3Ma8Ae8BbgTuMXDs48D1wDZd1+c2fRvwQGDjgdd3AG4CFrevdwcS8MaBax7eHntp1/W7Tc8G3L/9+XV82372aY/bxtyG3oCvADcAz1zNeduZ29AbcAZwKbD+wLF3t+1oJ9tZPzeHS03GE4EfpZQuHjh2KrAh8JhuStI0Symdmwb+spRSuoqmp3CL9tAT2/2pA7edSfPXqf0nUqSmXkRsACwBTgROmXHaNqahRMTjaP4f+JaU0qmrucx2plG4A3BdSunGgWOXtvv1sZ31kiFnzCJiY2BH4CczTv2o3S+abEXqo4h4CLA18I320C7A9SmlX6y8JjV/mjoP25zW3ZHA5sARqzhnG9OwDqDpgT4uIjaNiE1XcY3tTKPwJWBRRBwC0La15wHnppR+ju2slww547cVEDTjOgdd2+63nmw56pt2TPvHgAuAj7SHt+aWNjboWmxzWgcRcRegAI5IKf15FZfYxjSshwB/A74PLAeWR8T3ImK3gWtsZxqFN9A8+3ViRPwA+AHN72ZPbs/bznrIkDN+sZrjzvigoUXEFsDXaML0/imlG1ae6q4q9cSbgPNTSp9ZzXnbmIa1LXAlzfNeTwZeCtwNOCMitmyvsZ1pFG4P3Bv4Ns3/MzehmXzgae1521kPrdd1AQvA1TSBZqsZx7caOC/NWkRsAnwZuAfNjFe/GTj9R2DLVdy2JbY5rUXbi3MgcFhEbNseXvnXzK3bcG0b07BuoplJ7T0rD0TEpcB/0zwHsQTbmUbj4zR/2H9MSmlFRLwFOBk4NiLOxnbWS/bkjFn7cPglwP1mnHpAu1862YrUIx8DdqP5of3TGeeWAhtFxH1WHoiIoJkpyzantXkksAFwAvD7djutPXca8F5sYxrepcCdZhz7Zbu/Q7u3nWko7R9lHgFUKaUVAO2oh/9sL9kH21kvGXIm4wvAnjPGGR8CrKCZPlOalXbO/2cAL0wpnbuKS77Y7g8ZOLYfzS8Op4+5PE2/bwKPm7G9uj33apo1c2xjGtaZwD9HxGDQeXi7/1m7t51pWNfT9BruNOP4Pdv9FdjOesnFQCcgIranWQz0T8BxNLN4PA94a0rpqC5r03SKiM8BjwJesYrTn0opLY+ITwNPpVmnaRnwSpqHKHdPKf11YsWqFyJiH5pfSgcXA7WNac4i4m7Az4HLgQ8BdwFeRjP76MPa2a1sZxpaRBxH88zX54FvAdsDL6IZprZ7Suk621n/GHImJCL2oBnisRfN+M7jgWNSSjd3WpimUkT8Ath5Nad3TCnV7TM7/wk8G9iY5q/zL00pXbqa+6TVWk3IsY1pKBHxYJo29ECa0Q2fA14+OKOf7UzDioj1gdfTTFu+PfAH4CzgqJRS3V5jO+sZQ44kSZKkXvGZHEmSJEm9YsiRJEmS1CuGHEmSJEm9YsiRJEmS1CuGHEmSJEm9YsiRJEmS1CuGHEmSJEm9YsiRJEmS1CuGHElSL0TExl3XIEmaHww5kqSpFxHLgA+u5Zo9I+LaiHjRhMqSJHXEkCNJ6oPbr8M1GwCbApuMuRZJUsfW67oASZImIaV0TkRsklK6setaJEnjZU+OJGnBMOBI0sJgyJEkjVVEPDIiUkQcNXDszhFxTUR8tH0dEfHyiLgoIlZExG8j4i2z/Kj7RcT3IuLPEXFFRLwvIm438JlZW8fRA8eOi4gL2ntuiojfRcSxEbHhwDW3i4gPtjXdEBGXRMQL5/4vIkkaN4erSZLGKqX0jYg4Hnh9RHw2pXQhzSQBy4HD28s+AhwKnAYcB9wO+O0sP+rewCeBzwC7AocBdwcev4Z7ntDuCyCARwMvp3l+57D23LHAQcAJwFJge2DZLGuTJE1QpJS6rkGS1HMRsRlwAfB74P3AScBjU0pfjYi9gB8A70opHTHH90/AkpTSwQPHjgKOAfZOKX0nIjLgEuBNKaWj22tqoE4p7TNw3/8Ddk4pbdG+Ph+4MaV0/7nUJkmaPIerSZLGLqW0nKan5kHAx4ATUkpfbU/v3+4/MOKPXdLuHzfL+84GNo+ILdvXZwJ7RMRbI+LOI6tOkjQ2hhxJ0qR8D/gDzVDpcweO37Hdz3Z42tr8od1vM8v7rmn3W7T7I4DXAocAl0bEKRGx3QjqkySNiSFHkjQp7wA2Ar4KvLMdPgZwdbsfdS/JXdv9lbO8b+U47gBIKd2QUiqBuwEvonnG50sjqVCSNBaGHEnS2EXEI2ge5H8J8Bzgr8DiiAjgjPayw1Zz+1ytnNTgy6N4szbsfJRmkoTdImLrUbyvJGn0nF1NkjRWEbE+8D7gKymlU9pjL6WZBe1Q4KM0QeRVEXEv4Ds0f4TbbOUEAetoz4j4d+Bm4JHAfsCnUkpnD1n/icClNJMm3AE4ALg8pXT1Gm+UJHXGkCNJGreXATsBT1p5IKX0fyPi2zSzn50CPBl4HfAvQA78GfjaLD7jNGAP4E3AhsBvaKaFfucI6t8IeDFwe5rndX4AvGYE7ytJGhOnkJYkSZLUK/bkSJLmrYi4A03PzOr8JaV0zRrOS5IWIHtyJEnzVkR8C9h7DZfcagFQSZLAkCNJmsciYi9gTbOY/TaldP6k6pEkTQdDjiRJkqRecZ0cSZIkSb1iyJEkSZLUK4YcSZIkSb1iyJEkSZLUK4YcSZIkSb1iyJEkSZLUK4YcSZIkSb1iyJEkSZLUK4YcSZIkSb1iyJEkSZLUK/8LBX/HzPoIVyEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 960x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define two-degree wide latitude bins\n",
    "lat_bins = np.arange(0,91,2)\n",
    "# define a label for each bin corresponding to the central latitude\n",
    "lat_center = np.arange(1,90,2)\n",
    "# group according to those bins and take the mean\n",
    "Tair_lat_mean = ds.Tair.groupby_bins('xc', lat_bins, labels=lat_center).mean(dim=xr.ALL_DIMS)\n",
    "# plot the result\n",
    "Tair_lat_mean.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the resulting coordinate for the `groupby_bins` operation got the `_bins` suffix appended: `xc_bins`. This help us distinguish it from the original multidimensional variable `xc`."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
